{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "01b683f5",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e06b088b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f56c0a88",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置中文字体支持\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\"]\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44a6818c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成模拟数据\n",
    "np.random.seed(42)\n",
    "normal_data = np.random.normal(loc=50, scale=10, size=1000)  # 正态分布\n",
    "bimodal_data = np.concatenate([\n",
    "    np.random.normal(loc=30, scale=5, size=500),\n",
    "    np.random.normal(loc=70, scale=5, size=500)\n",
    "])  # 双峰分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "537795e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Henan\\AppData\\Local\\Temp\\ipykernel_19832\\2912756802.py:5: FutureWarning: \n",
      "\n",
      "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
      "This will become an error in seaborn v0.14.0; please update your code.\n",
      "\n",
      "  sns.kdeplot(normal_data, ax=axes[0], shade=True, color='skyblue', label='KDE')\n",
      "C:\\Users\\Henan\\AppData\\Local\\Temp\\ipykernel_19832\\2912756802.py:18: FutureWarning: \n",
      "\n",
      "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
      "This will become an error in seaborn v0.14.0; please update your code.\n",
      "\n",
      "  sns.kdeplot(bimodal_data, ax=axes[1], shade=True, color='salmon', label='KDE')\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建画布\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
    "\n",
    "# 绘制正态分布的KDE\n",
    "sns.kdeplot(normal_data, ax=axes[0], shade=True, color='skyblue', label='KDE')\n",
    "axes[0].set_title('正态分布的核密度估计')\n",
    "axes[0].set_xlabel('数值')\n",
    "axes[0].set_ylabel('密度')\n",
    "\n",
    "# 添加真实分布曲线作为对比\n",
    "x_min, x_max = axes[0].get_xlim()\n",
    "x = np.linspace(x_min, x_max, 100)\n",
    "p = stats.norm.pdf(x, 50, 10)\n",
    "axes[0].plot(x, p, 'r-', linewidth=2, label='真实分布')\n",
    "axes[0].legend()\n",
    "\n",
    "# 绘制双峰分布的KDE\n",
    "sns.kdeplot(bimodal_data, ax=axes[1], shade=True, color='salmon', label='KDE')\n",
    "axes[1].set_title('双峰分布的核密度估计')\n",
    "axes[1].set_xlabel('数值')\n",
    "axes[1].set_ylabel('密度')\n",
    "\n",
    "# 添加直方图进行对比\n",
    "sns.histplot(bimodal_data, bins=30, ax=axes[1], stat='density', alpha=0.3, color='gray')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()    "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "my_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
